Models

Codex

2 synchronized stories carry this tag.

METR and Redwood expose gaps in OpenAI's internal agent monitoring

METR and Redwood Research published results from a three-week, high-access pilot audit of OpenAI's internal misalignment monitoring as it existed on or before 21 July. The evaluators estimated 75–94% eligibility coverage for qualifying internal Responses API traffic, found a Codex sandbox and Auto-Review bypass, a way to hide hundreds of actions, monitor-failure inputs, disabling headers and subvertible tools.

Why it matters: The audit shows that a monitor can have broad nominal coverage yet remain vulnerable to missing compaction events, delayed triggers, serialization gaps and agent-controlled bypasses. Coverage percentages are not evidence that every consequential action is…

Read storyOriginal source · metr.org

OpenClaw 2026.10.1 stabilizes recovery, leases and MCP authentication

OpenClaw promoted 2026.10.1 to its stable channel with fixes for session and memory recovery, queued cancellation, stalled transcripts, media handling, update and Doctor recovery, Windows workspaces, cloud-worker leases, plugin context and Codex/MCP authentication. The release also bounds embedding-cache migration and carries several deprecations.

Why it matters: The stable release turns a broad recovery beta into an actionable upgrade candidate. Its changes affect whether interrupted agents resume safely, whether stale cloud workers retain authority, and whether MCP and plugin state recover without silently widening…

Read storyOriginal source · github.com